Comparison of Models: Intelligence, Performance & Price Analysis

Comparison and analysis of AI models across key performance metrics including quality, price, output speed, latency, context window & others. Click on any model to see detailed metrics. For more details including relating to our methodology, see our FAQs.

Model Comparison Summary

Intelligence:GPT-5 (high) logo GPT-5 (high) and GPT-5 (medium) logo GPT-5 (medium) are the highest intelligence models, followed by Grok 4 logo Grok 4 & o3-pro logo o3-pro.Output Speed (tokens/s):Gemini 2.5 Flash-Lite (Reasoning) logo Gemini 2.5 Flash-Lite (Reasoning) (498 t/s) and Nova Micro logo Nova Micro (358 t/s) are the fastest models, followed by Gemini 2.5 Flash-Lite logo Gemini 2.5 Flash-Lite & gpt-oss-20B (high) logo gpt-oss-20B (high).Latency (seconds):Aya Expanse 8B logo Aya Expanse 8B (0.13s) and  Command-R (Mar '24) logo Command-R (Mar '24) (0.15s) are the lowest latency models, followed by LFM 40B logo LFM 40B & Aya Expanse 32B logo Aya Expanse 32B.Price ($ per M tokens):Gemma 3 4B logo Gemma 3 4B ($0.03) and Gemma 3n E4B logo Gemma 3n E4B ($0.03) are the cheapest models, followed by Llama 3.2 3B logo Llama 3.2 3B & Ministral 3B logo Ministral 3B.Context Window:Llama 4 Scout logo Llama 4 Scout (10m) and MiniMax-Text-01 logo MiniMax-Text-01 (4m) are the largest context window models, followed by Gemini 2.0 Pro Experimental logo Gemini 2.0 Pro Experimental & Gemini 1.5 Pro (Sep) logo Gemini 1.5 Pro (Sep).

Highlights

Intelligence
Artificial Analysis Intelligence Index; Higher is better
GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4o3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingDeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R1 0528Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5 Flash(Reasoning)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4 Maverick69686867656564595958584742
Speed
Output Tokens per Second; Higher is better
Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5 Flash(Reasoning)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4 Mavericko3Logo of o3 which relates to the data aboveo3Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGrok 4Logo of Grok 4 which relates to the data aboveGrok 4DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R1 0528292251190166151143126122120
Price
USD per 1M Tokens; Lower is better
gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4 MaverickGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5 Flash(Reasoning)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R1 0528o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 Proo3Logo of o3 which relates to the data aboveo3GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGrok 4Logo of Grok 4 which relates to the data aboveGrok 40.30.40.811.92.63.43.43.43.53.566
Parallel Queries:
Prompt Length:

Intelligence

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v2.2 incorporates 8 evaluations: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR
Artificial AnalysisGPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4o3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingDeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kLlama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral Small69686867656564595958585653525151494744434236
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Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Artificial Analysis Intelligence Index by Model Type

Artificial Analysis Intelligence Index v2.2 incorporates 8 evaluations: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR
Reasoning Model
Non-Reasoning Model
Artificial AnalysisGPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4o3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingDeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kLlama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral Small69686867656564595958585653525151494744434236
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Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Artificial Analysis Intelligence Index by Open Weights vs Proprietary

Artificial Analysis Intelligence Index v2.2 incorporates 8 evaluations: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR
Proprietary
Open Weights
Artificial AnalysisGPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4o3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingDeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kLlama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral Small69686867656564595958585653525151494744434236
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Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.
Open Weights: Indicates whether the model weights are available. Models are labelled as 'Commercial Use Restricted' if the weights are available but commercial use is limited (typically requires obtaining a paid license).

Artificial Analysis Coding Index

Represents the average of coding benchmarks in the Artificial Analysis Intelligence Index (LiveCodeBench & SciCode)
Artificial AnalysisGrok 4Logo of Grok 4 which relates to the data aboveGrok 4o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)o3Logo of o3 which relates to the data aboveo3DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kLlama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4Maverick64636161605955555554545454545453474642383736
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Artificial Analysis Coding Index: Represents the average of coding evaluations in the Artificial Analysis Intelligence Index. Currently includes: LiveCodeBench, SciCode. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Artificial Analysis Math Index

Represents the average of math benchmarks in the Artificial Analysis Intelligence Index (AIME)
Artificial AnalysisGPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o3Logo of o3 which relates to the data aboveo3DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kEXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)9897969695959493939291919088848383676461
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Artificial Analysis Math Index: Represents the average of math evaluations in the Artificial Analysis Intelligence Index. Currently includes: AIME. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence Evaluations

Intelligence evaluations measured independently by Artificial Analysis; Higher is better
Results claimed by AI Lab (not yet independently verified)
MMLU-Pro (Reasoning & Knowledge)
GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 Proo3Logo of o3 which relates to the data aboveo3DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kLlama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral Smallgpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)87%87%87%86%85%85%84%84%84%83%83%82%82%82%81%81%81%81%81%79%75%74%
GPQA Diamond (Scientific Reasoning)
Grok 4Logo of Grok 4 which relates to the data aboveGrok 4GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o3Logo of o3 which relates to the data aboveo3DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kSolar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral Smallgpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)88%85%84%84%83%81%79%79%78%78%78%77%75%74%72%70%69%67%67%67%64%62%
Humanity's Last Exam (Reasoning & Knowledge)
GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 Proo3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkinggpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallSolar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.126.5%23.9%23.5%21.1%20.0%17.5%15.0%14.9%12.2%11.1%10.5%9.6%9.6%8.5%8.2%7.2%7.0%7.0%6.8%5.4%4.8%4.6%
LiveCodeBench (Coding)
Grok 4Logo of Grok 4 which relates to the data aboveGrok 4o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)o3Logo of o3 which relates to the data aboveo3DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingSolar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4Maverick82%80%80%79%78%77%75%74%74%72%71%70%70%69%67%66%62%56%56%51%46%40%
SciCode (Coding)
o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o3Logo of o3 which relates to the data aboveo3DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kgpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickSolar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallKimi K2Logo of Kimi K2 which relates to the data aboveKimi K247%46%43%43%42%41%41%40%40%39%39%39%38%37%35%35%35%34%33%30%24%18%
IFBench (Instruction Following)
GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)o3Logo of o3 which relates to the data aboveo3GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGrok 4Logo of Grok 4 which relates to the data aboveGrok 4Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickMiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral Small73%71%71%69%64%61%55%54%51%50%49%46%44%43%43%42%42%40%37%37%36%25%
AIME 2025 (Competition Math)
GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)o3Logo of o3 which relates to the data aboveo3Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 Progpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4Maverick94%93%92%91%91%88%88%83%80%79%77%76%74%74%73%61%61%57%41%35%32%19%
AA-LCR (Long Context Reasoning)
GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o3Logo of o3 which relates to the data aboveo3Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProClaude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickLlama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)76%73%69%68%67%66%65%62%61%56%55%54%51%49%48%46%34%25%19%14%
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While model intelligence generally translates across use cases, specific evaluations may be more relevant for certain use cases.
Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence vs. Price

Artificial Analysis Intelligence Index; Price: USD per 1M Tokens
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
MiniMax
Mistral
Moonshot AI
OpenAI
Upstage
xAI
Z AI
Artificial Analysis$0.50$1.00$1.50$2.00$2.50$3.00$3.50$4.00$4.50$5.00$5.50$6.00$6.50Price (USD per M Tokens)30354045505560657075Artificial Analysis Intelligence IndexMagistral SmallMagistral SmallLlama 4 MaverickLlama 4 MaverickSolar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)GPT-5 (minimal)GPT-5 (minimal)GPT-4.1GPT-4.1Kimi K2Kimi K2EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)gpt-oss-20B (high)gpt-oss-20B (high)MiniMax M1 80kMiniMax M1 80kGLM-4.5GLM-4.5gpt-oss-120B (high)gpt-oss-120B (high)Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)DeepSeek R1 0528DeepSeek R1 0528Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingQwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)Gemini 2.5 ProGemini 2.5 Proo4-mini (high)o4-mini (high)o3o3GPT-5 (medium)GPT-5 (medium)Grok 4Grok 4GPT-5 (high)GPT-5 (high)
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While higher intelligence models are typically more expensive, they do not all follow the same price-quality curve.
Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Intelligence vs. Output Speed

Artificial Analysis Intelligence Index; Output Speed: Output Tokens per Second
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
Mistral
Moonshot AI
OpenAI
Upstage
xAI
Z AI
Artificial Analysis50100150200250300Output Speed (Output Tokens per Second)30354045505560657075Artificial Analysis Intelligence IndexDeepSeek R1 0528DeepSeek R1 0528Kimi K2Kimi K2GLM-4.5GLM-4.5Grok 4Grok 4Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingQwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)GPT-5 (minimal)GPT-5 (minimal)EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)Solar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)GPT-4.1GPT-4.1o4-mini (high)o4-mini (high)GPT-5 (high)GPT-5 (high)Gemini 2.5 ProGemini 2.5 Proo3o3Llama 4 MaverickLlama 4 MaverickGPT-5 (medium)GPT-5 (medium)Magistral SmallMagistral Smallgpt-oss-120B (high)gpt-oss-120B (high)Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)gpt-oss-20B (high)gpt-oss-20B (high)

GPT-5 (minimal) (83.93,43.8)

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+ Add model from specific provider
Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Intelligence vs. End-to-End Response Time

Artificial Analysis Intelligence Index; Seconds to Output 500 Tokens, including reasoning model 'thinking' time; Lower is better
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
Mistral
Moonshot AI
OpenAI
Upstage
xAI
Z AI
Artificial Analysis10s20s30s40s50s60s70s80s90s100s110s120sSeconds to Output 500 Tokens, including reasoning model 'thinking' time30354045505560657075Artificial Analysis Intelligence IndexMagistral SmallMagistral SmallLlama 4 MaverickLlama 4 MaverickGPT-5 (minimal)GPT-5 (minimal)GPT-4.1GPT-4.1Solar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)Kimi K2Kimi K2gpt-oss-20B (high)gpt-oss-20B (high)EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)gpt-oss-120B (high)gpt-oss-120B (high)Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)o3o3Grok 4Grok 4GLM-4.5GLM-4.5Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingQwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)Gemini 2.5 ProGemini 2.5 ProGPT-5 (medium)GPT-5 (medium)o4-mini (high)o4-mini (high)GPT-5 (high)GPT-5 (high)DeepSeek R1 0528DeepSeek R1 0528
+ Add model from specific provider
Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.
End-to-End Response Time: Seconds to receive a 500 token response. Key components:
  • Input time: Time to receive the first response token
  • Thinking time (only for reasoning models): Time reasoning models spend outputting tokens to reason prior to providing an answer. Amount of tokens based on the average reasoning tokens across a diverse set of 60 prompts (methodology details).
  • Answer time: Time to generate 500 output tokens, based on output speed
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Intelligence Index Token Use & Cost

Output Tokens Used to Run Artificial Analysis Intelligence Index

Tokens used to run all evaluations in the Artificial Analysis Intelligence Index
Answer Tokens
Reasoning Tokens
Artificial AnalysisMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGrok 4Logo of Grok 4 which relates to the data aboveGrok 4Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)o3Logo of o3 which relates to the data aboveo3GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kGPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)140M110M110M110M100M99M99M98M91M82M74M55M55M50M43M42M20M5.2M29M11M6.8M3.5M130M110M100M98M96M92M91M86M76M79M70M52M49M47M40M36M16M15M
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Artificial Analysis Intelligence Index Tokens Use: The number of tokens required to run all evaluations in the Artificial Analysis Intelligence Index (excluding repeats).

Intelligence vs. Output Tokens Used in Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index; Output Tokens Used in Artificial Analysis Intelligence Index
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
MiniMax
Mistral
Moonshot AI
NVIDIA
OpenAI
Upstage
xAI
Z AI
Artificial Analysis2M4M8M20M30M70M100M300MOutput Tokens Used in Artificial Analysis Intelligence Index (Log Scale)30354045505560657075Artificial Analysis Intelligence IndexGPT-5 (minimal)GPT-5 (minimal)MiniMax M1 80kMiniMax M1 80kGPT-4.1GPT-4.1Llama 4 MaverickLlama 4 Maverickgpt-oss-120B (high)gpt-oss-120B (high)Kimi K2Kimi K2Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingGPT-5 (medium)GPT-5 (medium)o3o3Solar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)gpt-oss-20B (high)gpt-oss-20B (high)o4-mini (high)o4-mini (high)GPT-5 (high)GPT-5 (high)Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)Gemini 2.5 ProGemini 2.5 ProEXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)DeepSeek R1 0528DeepSeek R1 0528GLM-4.5GLM-4.5Qwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)Llama Nemotron Super 49B v1.5 (Reasoning)Llama Nemotron Super 49B v1.5 (Reasoning)Grok 4Grok 4Magistral SmallMagistral Small
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Artificial Analysis Intelligence Index Tokens Use: The number of tokens required to run all evaluations in the Artificial Analysis Intelligence Index (excluding repeats).
Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Cost to Run Artificial Analysis Intelligence Index

Cost (USD) to run all evaluations in the Artificial Analysis Intelligence Index
Input Cost
Output Cost
Reasoning Cost
Artificial AnalysisGrok 4Logo of Grok 4 which relates to the data aboveGrok 4Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProQwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallEXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kgpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4Maverick$1658$983$892$823$650$432$410$330$229$225$220$210$102$76$63$41$30$13$13$11$10$1625$865$821$793$541$404$376$310$191$206$200$198
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Cost to Run Artificial Analysis Intelligence Index: The cost to run the evaluations in the Artificial Analysis Intelligence Index, calculated using the model's input and output token pricing and the number of tokens used across evaluations (excluding repeats).

Intelligence vs. Cost to Run Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index; Cost to Run Intelligence Index
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
MiniMax
Mistral
Moonshot AI
OpenAI
Upstage
xAI
Z AI
Artificial Analysis816326412825651210242048Cost to Run Intelligence Index (USD, Log Scale)30354045505560657075Artificial Analysis Intelligence IndexLlama 4 MaverickLlama 4 Maverickgpt-oss-20B (high)gpt-oss-20B (high)Solar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)MiniMax M1 80kMiniMax M1 80kgpt-oss-120B (high)gpt-oss-120B (high)GPT-5 (minimal)GPT-5 (minimal)GPT-4.1GPT-4.1Kimi K2Kimi K2EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)Magistral SmallMagistral SmallDeepSeek R1 0528DeepSeek R1 0528GLM-4.5GLM-4.5Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)o4-mini (high)o4-mini (high)o3o3GPT-5 (medium)GPT-5 (medium)Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingGPT-5 (high)GPT-5 (high)Qwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)Gemini 2.5 ProGemini 2.5 ProGrok 4Grok 4
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Cost to Run Artificial Analysis Intelligence Index: The cost to run the evaluations in the Artificial Analysis Intelligence Index, calculated using the model's input and output token pricing and the number of tokens used across evaluations (excluding repeats).
Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Context Window

Context Window

Context Window: Tokens Limit; Higher is better
Artificial AnalysisGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)o3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkinggpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Llama Nemotron Super 49B v1.5 (Reasoning)Logo of Llama Nemotron Super 49B v1.5 (Reasoning) which relates to the data aboveLlama NemotronSuper 49B v1.5(Reasoning) Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral Small65.5k40.0k1.00M1.00M1.00M1.00M1.00M400k400k400k256k256k200k200k200k131k131k131k128k128k128k128k
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Larger context windows are relevant to RAG (Retrieval Augmented Generation) LLM workflows which typically involve reasoning and information retrieval of large amounts of data.
Context window: Maximum number of combined input & output tokens. Output tokens commonly have a significantly lower limit (varied by model).

Intelligence vs. Context Window

Artificial Analysis Intelligence Index; Context Window: Tokens Limit
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
MiniMax
Mistral
Moonshot AI
NVIDIA
OpenAI
Upstage
xAI
Z AI
Artificial Analysis100k200k300k400k500k600k700k800k900k1.0M1.1MContext Window (Tokens)30354045505560657075Artificial Analysis Intelligence IndexMagistral SmallMagistral SmallSolar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)Kimi K2Kimi K2Llama Nemotron Super 49B v1.5 (Reasoning)Llama Nemotron Super 49B v1.5 (Reasoning)GLM-4.5GLM-4.5DeepSeek R1 0528DeepSeek R1 0528EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)gpt-oss-20B (high)gpt-oss-20B (high)gpt-oss-120B (high)gpt-oss-120B (high)Claude 4 Sonnet ThinkingClaude 4 Sonnet Thinkingo4-mini (high)o4-mini (high)o3o3Qwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)Grok 4Grok 4GPT-5 (minimal)GPT-5 (minimal)GPT-5 (medium)GPT-5 (medium)GPT-5 (high)GPT-5 (high)Llama 4 MaverickLlama 4 MaverickGPT-4.1GPT-4.1MiniMax M1 80kMiniMax M1 80kGemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)Gemini 2.5 ProGemini 2.5 Pro
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Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.
Context window: Maximum number of combined input & output tokens. Output tokens commonly have a significantly lower limit (varied by model).

Pricing: Input and Output Prices

Price: USD per 1M Tokens
Input price
Output price
Artificial Analysisgpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickEXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallMiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)o3Logo of o3 which relates to the data aboveo3GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProClaude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGrok 4Logo of Grok 4 which relates to the data aboveGrok 40.050.150.50.230.60.50.40.570.550.30.61.10.7221.251.251.251.25330.20.60.50.8511.52.12.152.192.52.54.48.488101010101515
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Input Price: Price per token included in the request/message sent to the API, represented as USD per million Tokens.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Intelligence vs. Price (Log Scale)

Artificial Analysis Intelligence Index; Price: USD per 1M Tokens; Inspired by prior analysis by Swyx
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
MiniMax
Mistral
Moonshot AI
OpenAI
Upstage
xAI
Z AI
Artificial Analysis$8.00$4.00$2.00$1.00$0.50$0.25$0.13$0.06Price (USD per M Tokens, Log Scale, More Expensive to Cheaper)30354045505560657075Artificial Analysis Intelligence IndexMagistral SmallMagistral SmallLlama 4 MaverickLlama 4 MaverickSolar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)GPT-5 (minimal)GPT-5 (minimal)GPT-4.1GPT-4.1Kimi K2Kimi K2EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)gpt-oss-20B (high)gpt-oss-20B (high)MiniMax M1 80kMiniMax M1 80kGLM-4.5GLM-4.5gpt-oss-120B (high)gpt-oss-120B (high)Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)DeepSeek R1 0528DeepSeek R1 0528Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingQwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)Gemini 2.5 ProGemini 2.5 Proo4-mini (high)o4-mini (high)o3o3GPT-5 (medium)GPT-5 (medium)Grok 4Grok 4GPT-5 (high)GPT-5 (high)
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While higher intelligence models are typically more expensive, they do not all follow the same price-quality curve.
Artificial Analysis Intelligence Index: Combination metric covering multiple dimensions of intelligence - the simplest way to compare how smart models are. Version 2.2 was released in August '25 and includes: MMLU-Pro, GPQA Diamond, Humanity's Last Exam, LiveCodeBench, SciCode, AIME, IFBench, AA-LCR. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Pricing: Cached Input Prompts

Price: USD per 1M Tokens
Input (standard)
Cache Write
Cache Hit
Cache Storage per Hour
Output (standard)
Artificial AnalysisGPT-4.1, OpenAILogo of GPT-4.1, OpenAI which relates to the data aboveGPT-4.1, OpenAIGrok 4, xAILogo of Grok 4, xAI which relates to the data aboveGrok 4, xAIClaude 4 Sonnet Thinking, AnthropicLogo of Claude 4 Sonnet Thinking, Anthropic which relates to the data aboveClaude 4 SonnetThinking,Anthropic 233003.750.50.750.300081515
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Input Price: Price per token included in the request/message sent to the API, represented as USD per million Tokens.
Cache Write: One-time cost charged when storing a prompt in the cache for future reuse, represented as USD per million tokens.
Cache Hit: Price per token for cached prompts (previously processed), typically offering a significant discount compared to regular input price, represented as USD per million tokens.
Cache Storage per Hour: Cost to maintain tokens in cache storage, charged per million tokens per hour. Currently only applicable to Google's Gemini models.
Output Price: Price per token generated by the model (received from the API), represented as USD per million Tokens.

Pricing: Image Input Pricing

Image Input Price: USD per 1k images at 1MP (1024x1024)
Artificial AnalysisGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)o3Logo of o3 which relates to the data aboveo30.190.331.531.946.75
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Price per 1k 1MP images: Price for 1,000 images at a resolution of 1 Megapixel (1024 x 1024) processed by the model.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Performance Summary

Output Speed vs. Price

Output Speed: Output Tokens per Second; Price: USD per 1M Tokens
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
Mistral
Moonshot AI
OpenAI
Upstage
xAI
Z AI
Artificial Analysis$0.50$1.00$1.50$2.00$2.50$3.00$3.50$4.00$4.50$5.00$5.50$6.00$6.50Price (USD per M Tokens)406080100120140160180200220240260280300320Output Speed (Output Tokens per Second)DeepSeek R1 0528DeepSeek R1 0528Kimi K2Kimi K2Grok 4Grok 4GLM-4.5GLM-4.5Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingQwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)GPT-5 (minimal)GPT-5 (minimal)EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)Solar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)o4-mini (high)o4-mini (high)GPT-4.1GPT-4.1GPT-5 (high)GPT-5 (high)Gemini 2.5 ProGemini 2.5 Proo3o3Llama 4 MaverickLlama 4 MaverickGPT-5 (medium)GPT-5 (medium)Magistral SmallMagistral Smallgpt-oss-120B (high)gpt-oss-120B (high)Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)gpt-oss-20B (high)gpt-oss-20B (high)
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Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).

Latency vs. Output Speed

Latency: Seconds to First Token Received; Output Speed: Output Tokens per Second
Most attractive quadrant
Alibaba
Anthropic
DeepSeek
Google
LG AI Research
Meta
Mistral
Moonshot AI
OpenAI
Upstage
xAI
Z AI
Artificial Analysis50100150200250300Output Speed (Output Tokens per Second)10s20s30s40s50s60s70s80sLatency (Time to First Token)DeepSeek R1 0528DeepSeek R1 0528Kimi K2Kimi K2Grok 4Grok 4GLM-4.5GLM-4.5Claude 4 Sonnet ThinkingClaude 4 Sonnet ThinkingQwen3 235B 2507 (Reasoning)Qwen3 235B 2507 (Reasoning)GPT-5 (minimal)GPT-5 (minimal)EXAONE 4.0 32B (Reasoning)EXAONE 4.0 32B (Reasoning)Solar Pro 2 (Reasoning)Solar Pro 2 (Reasoning)GPT-4.1GPT-4.1o4-mini (high)o4-mini (high)GPT-5 (high)GPT-5 (high)Gemini 2.5 ProGemini 2.5 Proo3o3Llama 4 MaverickLlama 4 MaverickGPT-5 (medium)GPT-5 (medium)Magistral SmallMagistral Smallgpt-oss-120B (high)gpt-oss-120B (high)Gemini 2.5 Flash (Reasoning)Gemini 2.5 Flash (Reasoning)gpt-oss-20B (high)gpt-oss-20B (high)
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Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Latency (Time to First Token): Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).

Speed

Measured by Output Speed (tokens per second)

Output Speed

Output Tokens per Second; Higher is better
Artificial Analysisgpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4Mavericko3Logo of o3 which relates to the data aboveo3Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R1052829829225120919016615114312612212011697846561605145
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Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Output Speed by Input Token Count (Context Length)

Output Tokens per Second; Higher is better
100 input tokens
1k input tokens
10k input tokens
100k input tokens
Artificial Analysisgpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 Proo3Logo of o3 which relates to the data aboveo3GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80k28925311226715318412813612622314811111414371725756452302982511202921662091431511221261909711684656160514524028824912130316617614913212354519611456636260514224023821752501560135911255860830375748573826050
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Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Output Speed Variance

Output Tokens per Second; Results by percentile; Higher is better
Median, Other points represent 5th, 25th, 75th, 95th Percentiles respectively
Artificial Analysiso3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallDeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)0500100015002000250030003500151.2120.3298.3121.5190.483.9250.8126.3166.1143292.160.9209.42450.611644.997.460.164.7
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Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Boxplot: Shows variance of measurements
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Output Speed, Over Time

Output Tokens per Second; Higher is better
Claude 4 Sonnet (Extended Thinking)
DeepSeek R1 0528 (May '25)
EXAONE 4.0 32B (Reasoning)
Gemini 2.5 Flash (Reasoning)
Gemini 2.5 Pro
GLM-4.5
GPT-4.1
GPT-5 (high)
GPT-5 (medium)
GPT-5 (minimal)
gpt-oss-120B
gpt-oss-20B
Grok 4
Kimi K2
Llama 4 Maverick
Llama Nemotron Super 49B v1.5 (Reasoning)
Magistral Small
MiniMax M1 80k
o3
o4-mini (high)
Qwen3 235B A22B 2507 (Reasoning)
Solar Pro 2 (Reasoning)
May 11May 18May 25Jun 01Jun 08Jun 15Jun 22Jun 29Jul 06Jul 13Jul 20Jul 27Aug 030100200300400500600700800Artificial Analysis
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Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Over time measurement: Median measurement per day, based on 8 measurements each day at different times. Labels represent start of week's measurements.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Latency

Measured by Time (seconds) to First Token

Latency: Time To First Answer Token

Seconds to First Answer Token Received; Accounts for Reasoning Model 'Thinking' time
Input processing
Thinking (reasoning models, when applicable)
Artificial AnalysisLlama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) o3Logo of o3 which relates to the data aboveo3Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R105280.30.50.617.28.49.69.914.71618.520.832.233.833.937.447.350.374.286.589.517.220.530.932.833.383.3
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Time To First Answer Token: Time to first answer token received, in seconds, after API request sent. For reasoning models, this includes the 'thinking' time of the model before providing an answer. For models which do not support streaming, this represents time to receive the completion.

Latency: Time To First Token

Seconds to First Token Received; Lower is better
Artificial AnalysisEXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral Smallgpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) o3Logo of o3 which relates to the data aboveo3Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)0.290.310.320.440.490.50.560.670.940.961.221.243.249.5814.7416.0337.4447.3250.3274.15
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Latency (Time to First Token): Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Time to First Token by Input Token Count (Context Length)

Seconds to First Token Received; Lower is better
100 input tokens
1k input tokens
10k input tokens
100k input tokens
Artificial AnalysisMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickSolar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kEXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)o3Logo of o3 which relates to the data aboveo3Grok 4Logo of Grok 4 which relates to the data aboveGrok 4o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)0.30.50.31.30.40.40.90.800.23.30.60.79.31.27.310.418.729.120.947.40.30.50.31.20.40.50.9100.33.20.60.714.71.2169.650.337.447.374.210.90.620.80.91.71.700.95.811.518.32.9241847.639.878.9154.201.72.804.15.23.95.499.4010.916.1043.111.632.718.885.798.6338.1
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Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.
Latency (Time to First Token): Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

Time to First Token Variance

Seconds to First Token Received; Results by percentile; Lower is better
Median, Other points represent 5th, 25th, 75th, 95th Percentiles respectively
Artificial Analysiso3Logo of o3 which relates to the data aboveo3o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)GPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)Llama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingMagistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallDeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)GLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)02040608010012014016018020016.0350.320.50.4947.320.960.4474.150.3137.4414.740.940.323.249.581.220.560.290.671.24
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Latency (Time to First Token): Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.
Boxplot: Shows variance of measurements
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Time to First Token, Over Time

Seconds to First Token Received; Lower median is better
Claude 4 Sonnet (Extended Thinking)
DeepSeek R1 0528 (May '25)
EXAONE 4.0 32B (Reasoning)
Gemini 2.5 Flash (Reasoning)
Gemini 2.5 Pro
GLM-4.5
GPT-4.1
GPT-5 (high)
GPT-5 (medium)
GPT-5 (minimal)
gpt-oss-120B
gpt-oss-20B
Grok 4
Kimi K2
Llama 4 Maverick
Llama Nemotron Super 49B v1.5 (Reasoning)
Magistral Small
MiniMax M1 80k
o3
o4-mini (high)
Qwen3 235B A22B 2507 (Reasoning)
Solar Pro 2 (Reasoning)
May 11May 18May 25Jun 01Jun 08Jun 15Jun 22Jun 29Jul 06Jul 13Jul 20Jul 27Aug 030102030405060708090Artificial Analysis
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Latency (Time to First Token): Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.
Over time measurement: Median measurement per day, based on 8 measurements each day at different times. Labels represent start of week's measurements.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

End-to-End Response Time

Seconds to output 500 Tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

End-to-End Response Time

Seconds to Output 500 Tokens, including reasoning model 'thinking' time; Lower is better
'Thinking' time (reasoning models)
Input processing time
Outputting time
Artificial AnalysisLlama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)gpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Kimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral SmallGemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) o3Logo of o3 which relates to the data aboveo3Grok 4Logo of Grok 4 which relates to the data aboveGrok 4Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProClaude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5GPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R105283.34.66.98.910.411.712.316.519.319.522.825.939.940.94242.349.954.578.1107.414.71637.447.350.374.217.220.530.932.833.383.311.120.8
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End-to-End Response Time: Seconds to receive a 500 token response. Key components:
  • Input time: Time to receive the first response token
  • Thinking time (only for reasoning models): Time reasoning models spend outputting tokens to reason prior to providing an answer. Amount of tokens based on the average reasoning tokens across a diverse set of 60 prompts (methodology details).
  • Answer time: Time to generate 500 output tokens, based on output speed
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

End-to-End Response Time by Input Token Count (Context Length)

Seconds to Output 500 Tokens, including reasoning model 'thinking' time; Lower is better
100 input tokens
1k input tokens
10k input tokens
100k input tokens
Artificial AnalysisLlama 4 MaverickLogo of Llama 4 Maverick which relates to the data aboveLlama 4MaverickGPT-4.1Logo of GPT-4.1 which relates to the data aboveGPT-4.1GPT-5 (minimal)Logo of GPT-5 (minimal) which relates to the data aboveGPT-5 (minimal)Magistral SmallLogo of Magistral Small which relates to the data aboveMagistral Smallgpt-oss-20B (high)Logo of gpt-oss-20B (high) which relates to the data abovegpt-oss-20B(high)gpt-oss-120B (high)Logo of gpt-oss-120B (high) which relates to the data abovegpt-oss-120B(high)Gemini 2.5 Flash (Reasoning)Logo of Gemini 2.5 Flash (Reasoning) which relates to the data aboveGemini 2.5Flash(Reasoning) MiniMax M1 80kLogo of MiniMax M1 80k which relates to the data aboveMiniMax M1 80kKimi K2Logo of Kimi K2 which relates to the data aboveKimi K2Solar Pro 2 (Reasoning)Logo of Solar Pro 2 (Reasoning) which relates to the data aboveSolar Pro 2(Reasoning)o3Logo of o3 which relates to the data aboveo3Grok 4Logo of Grok 4 which relates to the data aboveGrok 4EXAONE 4.0 32B (Reasoning)Logo of EXAONE 4.0 32B (Reasoning) which relates to the data aboveEXAONE 4.0 32B(Reasoning)o4-mini (high)Logo of o4-mini (high) which relates to the data aboveo4-mini (high)Claude 4 Sonnet ThinkingLogo of Claude 4 Sonnet Thinking which relates to the data aboveClaude 4 SonnetThinkingGLM-4.5Logo of GLM-4.5 which relates to the data aboveGLM-4.5Qwen3 235B 2507 (Reasoning)Logo of Qwen3 235B 2507 (Reasoning) which relates to the data aboveQwen3 235B 2507(Reasoning)Gemini 2.5 ProLogo of Gemini 2.5 Pro which relates to the data aboveGemini 2.5 ProGPT-5 (medium)Logo of GPT-5 (medium) which relates to the data aboveGPT-5 (medium)DeepSeek R1 0528Logo of DeepSeek R1 0528 which relates to the data aboveDeepSeek R10528GPT-5 (high)Logo of GPT-5 (high) which relates to the data aboveGPT-5 (high)44414910110122311192323364436332411350357129101601223191926544242404150107784511151011200132428282752424342438910816366190161605930017463920566087891070347
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Input Tokens Length: Length of tokens provided in the request. See Prompt Options above to see benchmarks of different input prompt lengths across other charts.
End-to-End Response Time: Seconds to receive a 500 token response considering input processing time, 'thinking' time of reasoning models, and output speed.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).

End-to-End Response Time, Over Time

Seconds to Output 500 Tokens, including reasoning model 'thinking' time; Lower is better
Claude 4 Sonnet (Extended Thinking)
DeepSeek R1 0528 (May '25)
EXAONE 4.0 32B (Reasoning)
Gemini 2.5 Flash (Reasoning)
Gemini 2.5 Pro
GLM-4.5
GPT-4.1
GPT-5 (high)
GPT-5 (medium)
GPT-5 (minimal)
gpt-oss-120B
gpt-oss-20B
Grok 4
Kimi K2
Llama 4 Maverick
Llama Nemotron Super 49B v1.5 (Reasoning)
Magistral Small
MiniMax M1 80k
o3
o4-mini (high)
Qwen3 235B A22B 2507 (Reasoning)
Solar Pro 2 (Reasoning)
May 11May 18May 25Jun 01Jun 08Jun 15Jun 22Jun 29Jul 06Jul 13Jul 20Jul 27Aug 03050100150200250300Artificial Analysis
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End-to-End Response Time: Seconds to receive a 500 token response. Key components:
  • Input time: Time to receive the first response token
  • Thinking time (only for reasoning models): Time reasoning models spend outputting tokens to reason prior to providing an answer. Amount of tokens based on the average reasoning tokens across a diverse set of 60 prompts (methodology details).
  • Answer time: Time to generate 500 output tokens, based on output speed
Over time measurement: Median measurement per day, based on 8 measurements each day at different times. Labels represent start of week's measurements.
Figures represent performance of the model's first-party API (e.g. OpenAI for o1) or the median across providers where a first-party API is not available (e.g. Meta's Llama models).
Further details
Model NameFurther analysis
OpenAI
OpenAI logoGPT-4o mini
OpenAI logoGPT-5 (low)
OpenAI logoo3
OpenAI logoo3-mini
OpenAI logoo4-mini (high)
OpenAI logogpt-oss-20B
OpenAI logoo3-mini (high)
OpenAI logoGPT-4.1
OpenAI logoGPT-4.1 nano
OpenAI logoGPT-5 nano
OpenAI logoGPT-4.1 mini
OpenAI logoo3-pro
OpenAI logoGPT-5 (medium)
OpenAI logoGPT-4o (ChatGPT)
OpenAI logoGPT-5 (minimal)
OpenAI logogpt-oss-120B
OpenAI logoGPT-5 mini
OpenAI logoGPT-5 (high)
OpenAI logoo1
OpenAI logoo1-preview
OpenAI logoo1-mini
OpenAI logoGPT-4o (Aug '24)
OpenAI logoGPT-4o (May '24)
OpenAI logoGPT-4 Turbo
OpenAI logoGPT-4o (Nov '24)
OpenAI logoGPT-3.5 Turbo
OpenAI logoGPT-4
OpenAI logoGPT-4.5 (Preview)
OpenAI logoGPT-4o mini Realtime (Dec '24)
OpenAI logoo1-pro
OpenAI logoGPT-4o Realtime (Dec '24)
OpenAI logoGPT-4o (March 2025, chatgpt-4o-latest)
OpenAI logoGPT-3.5 Turbo (0613)
xAI
xAI logoGrok-1
xAI logoGrok 3 Reasoning Beta
xAI logoGrok 3
xAI logoGrok 3 mini Reasoning (high)
xAI logoGrok 3 mini Reasoning (Low)
xAI logoGrok 4
xAI logoGrok Beta
xAI logoGrok 2 (Dec '24)
Meta
Meta logoLlama 3.3 Instruct 70B
Meta logoLlama 3.1 Instruct 405B
Meta logoLlama 3.2 Instruct 90B (Vision)
Meta logoLlama 3.2 Instruct 11B (Vision)
Meta logoLlama 4 Maverick
Meta logoLlama 4 Scout
Meta logoLlama 3.1 Instruct 70B
Meta logoLlama 3.1 Instruct 8B
Meta logoLlama 3.2 Instruct 3B
Meta logoLlama 3 Instruct 70B
Meta logoLlama 3 Instruct 8B
Meta logoLlama 3.2 Instruct 1B
Meta logoLlama 2 Chat 70B
Meta logoLlama 2 Chat 7B
Meta logoLlama 65B
Meta logoLlama 2 Chat 13B
Google
Google logoPALM-2
Google logoGemma 3 27B Instruct
Google logoGemma 3 4B Instruct
Google logoGemini 2.5 Flash
Google logoGemma 3 12B Instruct
Google logoGemma 3n E2B Instruct
Google logoGemini 2.5 Pro
Google logoGemma 3 1B Instruct
Google logoGemini 2.5 Flash-Lite
Google logoGemini 2.5 Flash-Lite (Reasoning)
Google logoGemini 2.5 Flash (Reasoning)
Google logoGemma 3n E4B Instruct
Google logoGemini 2.0 Pro Experimental (Feb '25)
Google logoGemini 2.0 Flash (experimental)
Google logoGemini 1.5 Pro (Sep '24)
Google logoGemini 2.0 Flash-Lite (Preview)
Google logoGemini 2.0 Flash (Feb '25)
Google logoGemini 1.5 Flash (Sep '24)
Google logoGemma 2 27B
Google logoGemma 2 9B
Google logoGemini 1.5 Flash-8B
Google logoGemini 2.0 Flash Thinking Experimental (Jan '25)
Google logoGemini 1.5 Pro (May '24)
Google logoGemini 2.5 Flash Preview
Google logoGemini 2.5 Pro Preview (Mar' 25)
Google logoGemini 1.0 Pro
Google logoGemini 1.5 Flash (May '24)
Google logoGemini 2.0 Flash Thinking Experimental (Dec '24)
Google logoGemini 1.0 Ultra
Google logoGemini 2.5 Flash Preview (Reasoning)
Google logoGemini 2.5 Pro Preview (May' 25)
Google logoGemini 2.0 Flash-Lite (Feb '25)
Google logoGemma 3n E4B Instruct Preview (May '25)
Anthropic
Anthropic logoClaude 4 Opus (Extended Thinking)
Anthropic logoClaude 4 Sonnet (Extended Thinking)
Anthropic logoClaude 4.1 Opus
Anthropic logoClaude 4 Opus
Anthropic logoClaude 4 Sonnet
Anthropic logoClaude 4.1 Opus (Extended Thinking)
Anthropic logoClaude 3.5 Sonnet (Oct '24)
Anthropic logoClaude 3.5 Sonnet (June '24)
Anthropic logoClaude 3 Opus
Anthropic logoClaude 3.5 Haiku
Anthropic logoClaude 3 Sonnet
Anthropic logoClaude 3 Haiku
Anthropic logoClaude Instant
Anthropic logoClaude 2.1
Anthropic logoClaude 3.7 Sonnet (Extended Thinking)
Anthropic logoClaude 3.7 Sonnet (Standard)
Anthropic logoClaude 2.0
Mistral
Mistral logoMinistral 8B
Mistral logoMinistral 3B
Mistral logoMistral Medium 3
Mistral logoMistral Small 3.2
Mistral logoMagistral Small
Mistral logoDevstral Small (Jul '25)
Mistral logoDevstral Medium
Mistral logoMagistral Medium
Mistral logoCodestral (Jan '25)
Mistral logoMistral Large 2 (Nov '24)
Mistral logoMistral Large 2 (Jul '24)
Mistral logoPixtral Large
Mistral logoMistral Small 3
Mistral logoMistral Small (Sep '24)
Mistral logoMixtral 8x22B Instruct
Mistral logoMistral Small (Feb '24)
Mistral logoMistral Large (Feb '24)
Mistral logoPixtral 12B (2409)
Mistral logoMistral NeMo
Mistral logoMixtral 8x7B Instruct
Mistral logoCodestral-Mamba
Mistral logoMistral 7B Instruct
Mistral logoCodestral (May '24)
Mistral logoMistral Saba
Mistral logoMistral Small 3.1
Mistral logoDevstral Small (May '25)
Mistral logoMistral Medium
DeepSeek
DeepSeek logoDeepSeek R1 0528 Qwen3 8B
DeepSeek logoDeepSeek R1 0528 (May '25)
DeepSeek logoDeepSeek R1 Distill Qwen 32B
DeepSeek logoDeepSeek R1 Distill Llama 70B
DeepSeek logoDeepSeek V3 (Dec '24)
DeepSeek logoDeepSeek R1 Distill Qwen 14B
DeepSeek logoDeepSeek-V2.5 (Dec '24)
DeepSeek logoDeepSeek-Coder-V2
DeepSeek logoDeepSeek R1 Distill Llama 8B
DeepSeek logoDeepSeek LLM 67B Chat (V1)
DeepSeek logoDeepSeek R1 Distill Qwen 1.5B
DeepSeek logoDeepSeek R1 (Jan '25)
DeepSeek logoDeepSeek V3 0324 (Mar '25)
DeepSeek logoDeepSeek-V2.5
DeepSeek logoDeepSeek Coder V2 Lite Instruct
DeepSeek logoDeepSeek-V2-Chat
Perplexity
Perplexity logoR1 1776
Perplexity logoSonar Pro
Perplexity logoSonar Reasoning
Perplexity logoSonar Reasoning Pro
Perplexity logoSonar
Amazon
Amazon logoNova Premier
Amazon logoNova Pro
Amazon logoNova Lite
Amazon logoNova Micro
Microsoft Azure
Microsoft Azure logoPhi-4
Microsoft Azure logoPhi-4 Multimodal Instruct
Microsoft Azure logoPhi-3 Medium Instruct 14B
Microsoft Azure logoPhi-3 Mini Instruct 3.8B
Microsoft Azure logoPhi-4 Mini Instruct
Upstage
Upstage logoSolar Pro 2
Upstage logoSolar Pro 2 (Reasoning)
Upstage logoSolar Mini
Upstage logoSolar Pro 2 (Preview)
Upstage logoSolar Pro 2 (Preview) (Reasoning)
MiniMax
MiniMax logoMiniMax-Text-01
MiniMax logoMiniMax M1 80k
MiniMax logoMiniMax M1 40k
NVIDIA
NVIDIA logoLlama 3.1 Nemotron Instruct 70B
NVIDIA logoLlama 3.1 Nemotron Ultra 253B v1 (Reasoning)
NVIDIA logoLlama Nemotron Super 49B v1.5 (Reasoning)
NVIDIA logoLlama 3.3 Nemotron Super 49B v1 (Reasoning)
NVIDIA logoLlama 3.3 Nemotron Super 49B v1
NVIDIA logoLlama 3.1 Nemotron Nano 4B v1.1 (Reasoning)
NVIDIA logoLlama Nemotron Super 49B v1.5
Moonshot AI
Moonshot AI logoKimi K2
IBM
IBM logoGranite 3.3 Instruct 8B
Reka AI
Reka AI logoReka Flash 3
Reka AI logoReka Flash (Sep '24)
Reka AI logoReka Core
Reka AI logoReka Flash (Feb '24)
Reka AI logoReka Edge
Nous Research
Nous Research logoDeepHermes 3 - Llama-3.1 8B Preview
Nous Research logoDeepHermes 3 - Mistral 24B Preview
Nous Research logoHermes 3 - Llama-3.1 70B
LG AI Research
LG AI Research logoEXAONE 4.0 32B
LG AI Research logoEXAONE 4.0 32B (Reasoning)
Z AI
Z AI logoGLM-4.5
Z AI logoGLM-4.5-Air
Cohere
Cohere logoAya Expanse 32B
Cohere logoAya Expanse 8B
Cohere logoCommand A
Cohere logoCommand-R+ (Aug '24)
Cohere logoCommand-R+ (Apr '24)
Cohere logoCommand-R (Aug '24)
Cohere logoCommand-R (Mar '24)
AI21 Labs
AI21 Labs logoJamba 1.7 Large
AI21 Labs logoJamba 1.7 Mini
AI21 Labs logoJamba Instruct
AI21 Labs logoJamba 1.5 Large
AI21 Labs logoJamba 1.6 Mini
AI21 Labs logoJamba 1.6 Large
AI21 Labs logoJamba 1.5 Mini
Alibaba
Alibaba logoQwQ 32B
Alibaba logoQwen3 235B A22B 2507 (Non-reasoning)
Alibaba logoQwen3 235B A22B 2507 (Reasoning)
Alibaba logoQwen3 30B A3B 2507 (Non-reasoning)
Alibaba logoQwen3 Coder 480B A35B
Alibaba logoQwen3 30B A3B 2507 (Reasoning)
Alibaba logoQwen3 Coder 30B A3B
Alibaba logoQwen Chat 14B
Alibaba logoQwen2.5 Max
Alibaba logoQwen2.5 Instruct 72B
Alibaba logoQwen2.5 Coder Instruct 32B
Alibaba logoQwen2.5 Turbo
Alibaba logoQwen2 Instruct 72B
Alibaba logoQwen3 235B A22B (Reasoning)
Alibaba logoQwen3 30B A3B (Reasoning)
Alibaba logoQwen3 235B A22B
Alibaba logoQwen3 32B (Reasoning)
Alibaba logoQwen3 4B
Alibaba logoQwen3 8B (Reasoning)
Alibaba logoQwen3 8B
Alibaba logoQwen3 1.7B
Alibaba logoQwen3 0.6B
Alibaba logoQwen3 14B
Alibaba logoQwen3 4B (Reasoning)
Alibaba logoQwen3 32B
Alibaba logoQwen3 30B A3B
Alibaba logoQwen3 14B (Reasoning)
Alibaba logoQwen3 1.7B (Reasoning)
Alibaba logoQwen3 0.6B (Reasoning)
Alibaba logoQwQ 32B-Preview
Alibaba logoQwen2.5 Coder Instruct 7B
Alibaba logoQwen2.5 Instruct 32B
Alibaba logoQwen1.5 Chat 110B
Alibaba logoQwen Chat 72B
OpenChat
OpenChat logoOpenChat 3.5 (1210)
Liquid AI
Liquid AI logoLFM 40B
Databricks
Databricks logoDBRX Instruct
Allen Institute for AI
Allen Institute for AI logoLlama 3.1 Tulu3 405B
Snowflake
Snowflake logoArctic Instruct
01.AI
01.AI logoYi-Large

Models compared: OpenAI: GPT 4o Audio, GPT 4o Realtime, GPT 4o Speech Pipeline, GPT-3.5 Turbo, GPT-3.5 Turbo (0125), GPT-3.5 Turbo (0301), GPT-3.5 Turbo (0613), GPT-3.5 Turbo (1106), GPT-3.5 Turbo Instruct, GPT-4, GPT-4 Turbo, GPT-4 Turbo (0125), GPT-4 Turbo (1106), GPT-4 Vision, GPT-4.1, GPT-4.1 mini, GPT-4.1 nano, GPT-4.5 (Preview), GPT-4o (April 2025), GPT-4o (Aug '24), GPT-4o (ChatGPT), GPT-4o (March 2025), GPT-4o (May '24), GPT-4o (Nov '24), GPT-4o Realtime (Dec '24), GPT-4o mini, GPT-4o mini Realtime (Dec '24), GPT-5 (high), GPT-5 (low), GPT-5 (medium), GPT-5 (minimal), GPT-5 mini, GPT-5 nano, gpt-oss-120B (high), gpt-oss-20B (high), o1, o1-mini, o1-preview, o1-pro, o3, o3-mini, o3-mini (high), o3-pro, and o4-mini (high), Meta: Code Llama 70B, Llama 2 Chat 13B, Llama 2 Chat 70B, Llama 2 Chat 7B, Llama 3 70B, Llama 3 8B, Llama 3.1 405B, Llama 3.1 70B, Llama 3.1 8B, Llama 3.2 11B (Vision), Llama 3.2 1B, Llama 3.2 3B, Llama 3.2 90B (Vision), Llama 3.3 70B, Llama 4 Behemoth, Llama 4 Maverick, Llama 4 Scout, and Llama 65B, Google: Gemini 1.0 Pro, Gemini 1.0 Ultra, Gemini 1.5 Flash (May), Gemini 1.5 Flash (Sep), Gemini 1.5 Flash-8B, Gemini 1.5 Pro (May), Gemini 1.5 Pro (Sep), Gemini 2.0 Flash, Gemini 2.0 Flash (exp), Gemini 2.0 Flash Thinking exp. (Dec '24), Gemini 2.0 Flash Thinking exp. (Jan '25), Gemini 2.0 Flash-Lite (Feb '25), Gemini 2.0 Flash-Lite (Preview), Gemini 2.0 Pro Experimental, Gemini 2.5 Flash, Gemini 2.5 Flash (Reasoning), Gemini 2.5 Flash (April '25), Gemini 2.5 Flash (April '25) (Reasoning), Gemini 2.5 Flash-Lite, Gemini 2.5 Flash-Lite (Reasoning), Gemini 2.5 Pro, Gemini 2.5 Pro (Mar '25), Gemini 2.5 Pro (May' 25), Gemini Experimental (Nov), Gemma 2 27B, Gemma 2 2B, Gemma 2 9B, Gemma 3 12B, Gemma 3 1B, Gemma 3 27B, Gemma 3 4B, Gemma 3n E2B, Gemma 3n E4B, Gemma 3n E4B (May '25), Gemma 7B, and PALM-2, Anthropic: Claude 2.0, Claude 2.1, Claude 3 Haiku, Claude 3 Opus, Claude 3 Sonnet, Claude 3.5 Haiku, Claude 3.5 Sonnet (June), Claude 3.5 Sonnet (Oct), Claude 3.7 Sonnet Thinking, Claude 3.7 Sonnet, Claude 4 Opus, Claude 4 Opus Thinking, Claude 4 Sonnet, Claude 4 Sonnet Thinking, Claude 4.1 Opus, Claude 4.1 Opus Thinking, and Claude Instant, Mistral: Codestral (Jan '25), Codestral (May '24), Codestral-Mamba, Devstral Medium, Devstral Small, Devstral Small (May '25), Magistral Medium, Magistral Medium (Jul '24), Magistral Small, Magistral Small (Jul '25), Ministral 3B, Ministral 8B, Mistral 7B, Mistral Large (Feb '24), Mistral Large 2 (Jul '24), Mistral Large 2 (Nov '24), Mistral Medium, Mistral Medium 3, Mistral NeMo, Mistral Saba, Mistral Small (Feb '24), Mistral Small (Sep '24), Mistral Small 3, Mistral Small 3.1, Mistral Small 3.2, Mixtral 8x22B, Mixtral 8x7B, Pixtral 12B, and Pixtral Large, DeepSeek: DeepSeek Coder V2 Lite, DeepSeek LLM 67B (V1), DeepSeek Prover V2 671B, DeepSeek R1 (FP4), DeepSeek R1 (Jan '25), DeepSeek R1 0528, DeepSeek R1 0528 Qwen3 8B, DeepSeek R1 Distill Llama 70B, DeepSeek R1 Distill Llama 8B, DeepSeek R1 Distill Qwen 1.5B, DeepSeek R1 Distill Qwen 14B, DeepSeek R1 Distill Qwen 32B, DeepSeek V3 (Dec '24), DeepSeek V3 0324 (Mar '25), DeepSeek-Coder-V2, DeepSeek-V2, DeepSeek-V2.5, DeepSeek-V2.5 (Dec '24), DeepSeek-VL2, and Janus Pro 7B, Perplexity: PPLX-70B Online, PPLX-7B-Online, R1 1776, Sonar, Sonar 3.1 Huge, Sonar 3.1 Large, Sonar 3.1 Small , Sonar Large, Sonar Pro, Sonar Reasoning, Sonar Reasoning Pro, and Sonar Small, xAI: Grok 2, Grok 3, Grok 3 Reasoning Beta, Grok 3 mini, Grok 3 mini Reasoning (low), Grok 3 mini Reasoning (high), Grok 4, Grok Beta, and Grok-1, OpenChat: OpenChat 3.5, Amazon: Nova Lite, Nova Micro, Nova Premier, and Nova Pro, Microsoft Azure: Phi-3 Medium 14B, Phi-3 Mini, Phi-4, Phi-4 Mini, Phi-4 Multimodal, Phi-4 mini reasoning, Phi-4 reasoning, and Phi-4 reasoning plus, Liquid AI: LFM 1.3B, LFM 3B, and LFM 40B, Upstage: Solar Mini, Solar Pro, Solar Pro (Nov '24), Solar Pro 2, Solar Pro 2 , Solar Pro 2 (Reasoning), and Solar Pro 2 (Reasoning), Databricks: DBRX, MiniMax: MiniMax M1 40k, MiniMax M1 80k, and MiniMax-Text-01, NVIDIA: Cosmos Nemotron 34B, Llama 3.1 Nemotron 70B, Llama 3.1 Nemotron Nano 4B v1.1 (Reasoning), Llama 3.1 Nemotron Nano 8B, Llama 3.3 Nemotron Nano 8B v1 (Reasoning), Llama Nemotron Ultra Reasoning, Llama 3.3 Nemotron Super 49B v1, Llama 3.3 Nemotron Super 49B Reasoning, Llama Nemotron Super 49B v1.5, and Llama Nemotron Super 49B v1.5 (Reasoning), IBM: Granite 3.0 2B, Granite 3.0 8B, Granite 3.3 8B, Granite 3.3 8B (Reasoning), Granite 4.0 Tiny, and Granite Vision 3.3 2B, Inceptionlabs: Mercury, Mercury Coder Mini, Mercury Coder Small, and Mercury Instruct, Reka AI: Reka Core, Reka Edge, Reka Flash (Feb '24), Reka Flash, Reka Flash 3, and Reka Flash 3.1, LG AI Research: EXAONE 4.0 32B, EXAONE 4.0 32B (Reasoning), and EXAONE Deep 32B, Xiaomi: MiMo 7B RL, Baichuan: Baichuan 4 and Baichuan M1 (Preview), vercel: v0-1.0-md, Apple: Apple On-Device, Other: LLaVA-v1.5-7B, Z AI: GLM-4 32B, GLM-4 9B, GLM-4-Air, GLM-4 AirX, GLM-4 FlashX, GLM-4-Long, GLM-4-Plus, GLM-4.1V 9B Thinking, GLM-4.5, GLM-4.5-Air, GLM-Z1 32B, GLM-Z1 9B, GLM-Z1 Rumination 32B, and GLM-Zero (Preview), Cohere: Aya Expanse 32B, Aya Expanse 8B, Command, Command A, Command Light, Command R7B, Command-R, Command-R (Mar '24), Command-R+ (Apr '24), and Command-R+, Bytedance: Duobao 1.5 Pro, Seed-Thinking-v1.5, Skylark Lite, and Skylark Pro, AI21 Labs: Jamba 1.5 Large, Jamba 1.5 Large (Feb '25), Jamba 1.5 Mini, Jamba 1.5 Mini (Feb 2025), Jamba 1.6 Large, Jamba 1.6 Mini, Jamba 1.7 Large, Jamba 1.7 Mini, and Jamba Instruct, Snowflake: Arctic and Snowflake Llama 3.3 70B, Alibaba: QwQ-32B, QwQ 32B-Preview, Qwen Chat 14B, Qwen Chat 72B, Qwen Chat 7B, Qwen1.5 Chat 110B, Qwen1.5 Chat 14B, Qwen1.5 Chat 32B, Qwen1.5 Chat 72B, Qwen1.5 Chat 7B, Qwen2 72B, Qwen2 Instruct 7B, Qwen2 Instruct A14B 57B, Qwen2-VL 72B, Qwen2.5 Coder 32B, Qwen2.5 Coder 7B , Qwen2.5 Instruct 14B, Qwen2.5 Instruct 32B, Qwen2.5 72B, Qwen2.5 Instruct 7B, Qwen2.5 Max, Qwen2.5 Max 01-29, Qwen2.5 Omni 7B, Qwen2.5 Plus, Qwen2.5 Turbo, Qwen2.5 VL 72B, Qwen2.5 VL 7B, Qwen3 0.6B, Qwen3 0.6B (Reasoning), Qwen3 1.7B, Qwen3 1.7B (Reasoning), Qwen3 14B, Qwen3 14B (Reasoning), Qwen3 235B, Qwen3 235B (Reasoning), Qwen3 235B 2507 (Non-reasoning), Qwen3 235B 2507 (Reasoning), Qwen3 30B, Qwen3 30B (Reasoning), Qwen3 30B 2507 (Non-reasoning), Qwen3 30B 2507 (Reasoning), Qwen3 32B, Qwen3 32B (Reasoning), Qwen3 4B, Qwen3 4B (Reasoning), Qwen3 4B 2507 (Non-reasoning), Qwen3 4B 2507 (Reasoning), Qwen3 8B, Qwen3 8B (Reasoning), Qwen3 Coder 30B, and Qwen3 Coder 480B, and 01.AI: Yi-Large and Yi-Lightning.